Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
Are pet guinea pig is about to die this fucking blows :/ Mixed Abusive User Added
Appropriately this guy wears the WV yellow Rick James on his face. @BarkingCarnival http://t.co/SGb9rYvdmb Mixed Safe User Added
Apple sauce, bitch. Mixed Abusive User Added
Apple need to add some colored emoji Mixed Safe User Added
Apparently, saying something nice to someone these days means you're trying to stick them with your poker. Get over yourselves bitches. Mixed Abusive User Added
Apparently not wanting to trade your Nitro M4 in CSGO makes you a collossal faggot. Mixed Abusive User Added
Apparently im a honky. Pfft. Like that's a bad thing. Mixed Safe User Added
Apparently I got chunky for my bday. Worse bday present ever. Lol. #diettime Mixed Safe User Added
Apolonia Gardner of Imperial, CA misspells "phalarope" - a bird that resembles a sandpiper. The dreaded schwa! #spellingbee Mixed Safe User Added
Apologizing in advance for my actions, I'm thee biggest bitch when I'm studying 😊🔫 Mixed Abusive User Added
Apaches' 30 MM rounds turn Jihadis into tomato soup @MarkRothschild1 @Rockprincess818 @NoFear3136 @Lanna70115 Mixed Hate Speech User Added
Anytime somebody say u wan hear a funny that shit gon be trash.. Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph